US6839459B2 - Method and apparatus for three-dimensional shadow lightening - Google Patents
Method and apparatus for three-dimensional shadow lightening Download PDFInfo
- Publication number
- US6839459B2 US6839459B2 US09/956,500 US95650001A US6839459B2 US 6839459 B2 US6839459 B2 US 6839459B2 US 95650001 A US95650001 A US 95650001A US 6839459 B2 US6839459 B2 US 6839459B2
- Authority
- US
- United States
- Prior art keywords
- shadow
- digital image
- boundary
- binding
- luminosity
- Prior art date
- Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
- Expired - Fee Related, expires
Links
Images
Classifications
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04N—PICTORIAL COMMUNICATION, e.g. TELEVISION
- H04N1/00—Scanning, transmission or reproduction of documents or the like, e.g. facsimile transmission; Details thereof
- H04N1/38—Circuits or arrangements for blanking or otherwise eliminating unwanted parts of pictures
Definitions
- the present invention relates generally to image processing, and more particularly, to methods and apparatus for lightening of three-dimensional shadows in scanned digital images.
- image scanning devices that may be employed to create digital images are known.
- flatbed scanners that may be connected to a computing system are typically employed in such a manner.
- office copy systems or traditional photocopiers, may be capable of scanning a document to create a digital image.
- Such copy systems may be connected to a computer network.
- digital image information may be copied to an electronic storage device, such as a file server, via the computer network.
- scanning for example, books or magazines
- artifacts may include three-dimensional (3D) shadows that appear in the scanned image around the perimeter of the book or magazine and/or in the vicinity of the binding due to relative distance of pages from the scan surface and/or light reflection resulting from binding curvature.
- 3D artifacts from the fanning of pages of the book or magazine may be present in a corresponding digital image.
- image artifacts are typically undesired as they are aesthetically displeasing.
- printing such images may use unnecessary toner or ink, which may, in turn, increase per page print costs for such images. Therefore, techniques for reducing the presence of such 3D shadows and artifacts in digital images are desirable.
- a method of image processing including acquiring a digital image having a three-dimensional shadow, determining a boundary of the three-dimensional shadow, and lightening the three-dimensional shadow within the boundary.
- FIG. 1 is a block diagram illustrating a computer system that may implement an image processing system in accordance with an embodiment of the present invention
- FIG. 2 is a is a block diagram illustrating an image processing system configured for processing an image in accordance with an embodiment of the invention
- FIG. 3 is a drawing illustrating a skewed image of a book on a scan surface from which a digital image may be created;
- FIG. 4 is a drawing illustrating a digital image of the book depicted in FIG. 3 , including three-dimensional (3D) shadows, after correcting skew and cropping the digital image in accordance with an embodiment of the present invention
- FIG. 5 is a drawing illustrating a physical media copy of the digital image depicted in FIG. 4 after processing the digital image in accordance with an embodiment of the present invention
- FIG. 6 is a flowchart illustrating a method for 3D shadow lightening and image processing in accordance with an embodiment of the invention
- FIG. 7 is a flowchart illustrating a method for determining whether an original document is two pages of a bound volume in accordance with the invention.
- FIG. 8 is a flowchart illustrating a method for perimeter shadow detection and lightening in accordance with an embodiment of the invention.
- FIG. 9 is a drawing illustrating a pixel arrangement that may be included in a 3D shadow as depicted in FIG. 4 ;
- FIG. 10 is a flowchart illustrating a method for binding shadow detection and lightening in accordance with an embodiment of the invention.
- FIG. 11 is a graph illustrating a lightening function that may be employed with the methods illustrated in FIGS. 6 , 8 and 10 ;
- FIG. 12 is a graph illustrating an alternative lightening function that may be employed with the methods illustrated in FIGS. 6 , 8 and 10 ;
- FIG. 13 is a graph illustrating a weighting function that may be employed with the methods illustrated in FIGS. 6 and 10 .
- Computing system 10 includes bus 12 that may control and convey electronic communication between the various components of computing system 10 .
- processor 14 is coupled with bus 12 and may provide information-processing functions for computing system 10 .
- memory 16 Also coupled with bus 12 are memory 16 , mass storage device 18 and other peripheral devices 20 .
- Memory 16 may include cache memory and main memory.
- Cache memory is typically used for short-term purposes while executing certain functions, while main memory may be used for longer-term storage of electronic data that may be employed by processor 14 or other components of computing system 10 during operation.
- Cache memory may be implemented with, for example, static random access (SRAM), while main memory is typically implemented using one of various types of dynamic RAM (DRAM). Cost is one factor used to determine the specific memory implementation techniques employed.
- Mass storage device 18 may include a hard disk drive, a compact disk (CD) drive or a digital versatile disk (DVD) drive. Such devices may be read/write, such as hard disk drives, or read only such as CD or DVD drives. Alternatively, CD or DVD writer drives may be employed. Mass storage device 18 typically includes, for example, application programs, or other content that may be executed or displayed to have computing system 10 perform certain functions such as word processing or displaying video.
- CD compact disk
- DVD digital versatile disk
- Mass storage device 18 typically includes, for example, application programs, or other content that may be executed or displayed to have computing system 10 perform certain functions such as word processing or displaying video.
- Peripheral devices 20 may include, for example, a network interface card, a phone line modem, a digital subscriber line modem, a video capture card or any number of other devices.
- Peripheral devices 20 along with bus 12 , processor 14 , memory 16 and mass storage device 18 are typically contained in a case 22 when employed in computer system 10 . Such cases may vary depending on the particular system. Two types of cases that may be employed are “towers” and “desktop” cases.
- Computing system 10 may further include any number of input/output (I/O) devices. Such I/O devices may be coupled with bus 12 via electronic cable interfaces and outside of case 22 , which houses much of computing system 10 . These I/O devices may include display 24 , which may be a cathode ray tube (CRT) display or a flat panel display, keyboard 26 and pointing device 28 .
- display 24 may be a cathode ray tube (CRT) display or a flat panel display
- keyboard 26 and pointing device 28 may be a cathode ray tube
- hard copy device 30 and imaging device 32 may also be coupled with computing system 10 .
- hard copy device 30 may take the form of a laser printer, ink-jet printer, or any other number of devices for creating physical media copies of electronic documents or digital images.
- imaging device 32 may take the form of a flatbed scanner, a line scanning device or a copier system with digital image scanning capabilities. The invention is, of course, not limited to these specific I/O devices, and many alternatives exist.
- hard copy device 30 and imaging device 32 may be integrated and include other functionality such as facsimile transmission capability.
- FIG. 2 illustrates an image processing system 40 in accordance with the invention.
- imaging device 32 may scan original document 42 . Scanning of original document 42 may be controlled by scan control program 44 . Scan control program 44 thus may communicate, from imaging device 32 to imaging program 46 , electronic information including digital image 54 of original document 42 .
- Three-dimensional (3D) shadow lightening program 48 may then operate in conjunction with imaging program 46 via interface 50 to lighten 3D shadows included in digital image 54 , as will be discussed in further detail below. Prior to lightening the 3D shadows, shadow lightening program 48 may correct skew and crop digital image 54 , as will also be discussed further below.
- Such image processing of digital image 54 may result in processed digital image 56 . It is noted that intermediate digital images may be employed during such image processing.
- shadow lightening program 48 may cooperate with scan control program 44 via optional interface 52 .
- initial identification of 3D shadows may be accomplished via optional interface 52 , though the invention is not so limited. This identification may then be employed by shadow lightening program 48 to lighten these shadows in cooperation with imaging program 46 via interface 50 .
- processed digital image 56 may then be communicated to hard copy device 30 .
- Hard copy device 30 may, in turn, create a physical media copy 58 of digital image 56 . Such physical media copies are discussed in further detail below.
- FIG. 3 illustrates an original document 42 as it may appear on a scanning surface 60 of imaging device 32 .
- original document 42 takes the form of two pages of a bound book, though other document sources exist.
- Original document 42 may include text portions 62 and non-text portions 64 and 66 .
- Original document 42 is shown skewed by angle ⁇ on scan surface 60 .
- Scanning original document 42 by employing imaging device 30 may create digital image 54 , as was previously described.
- Digital image 54 may include one or more 3D shadows, as will now be discussed.
- FIG. 4 is a drawing illustrating digital image 70 , which is a modified version of digital image 54 after de-skewing and cropping, as will be discussed with respect to FIG. 6 .
- Digital image 70 may be termed an intermediate digital image, as was previously indicated.
- Digital image 70 may include perimeter shadow 72 , page fanning shadows 74 that may be bounded by a page edge perimeter 76 , and binding shadow 78 . These shadows may occur as a result of page curvature, varying distance of original document 42 from scan surface 60 , and light reflection angles.
- binding shadow 78 include lighter portion 80 and darker portion 82 due to the physical characteristics of the binding of original document 42 and may bisect, or divide, digital image 70
- processed digital image is shown printed on media 84 to produce physical media copy 58 , as was previously discussed.
- Media 84 may be paper, transparency or any other print media.
- processed image 56 may be printed on the surface of print media 84 via hard copy device 30 . It will be appreciated, however, that processed image 56 may be otherwise presented or displayed.
- processing digital image 54 by employing shadow lightening program 48 may produce lightened shadow 86 corresponding with perimeter shadow 72 and binding shadow 78 .
- the image may also be cropped along image crop boundary 88 , as is discussed below.
- page fanning shadows 74 may be lightened along with perimeter shadow 72 or, alternatively, may be lightened separately or not at all.
- FIG. 6 illustrates a method 90 of processing digital images in accordance with the invention. Such methods may be included, for example, in shadow lightening program 48 .
- image crop boundary 88 of digital image 54 may be determined along with any corresponding skew of that image at 92 .
- Such techniques for cropping, determining image skew, as well as de-skewing digital images are described in patent application Ser. No. 09/546,110, titled IMAGE PROCESSING SYSTEM WITH AUTOMATIC IMAGE CROPPING AND SKEW CORRECTION by C. Chi Jia et al., the disclosure of which is herein incorporated by reference. application Ser. No. 09/546,110 is assigned to the assignee of the current invention.
- image crop boundary 88 may be defined at an outer edge of perimeter shadow 72 and skew of original document 42 by angle 68 may be determined at 92 .
- the image may then be de-skewed and cropped along image crop boundary 88 at 94 to produce digital image 70 .
- content of original document 42 in corresponding digital image 70 may be determined, typically using method and apparatus as described in patent application Ser. No. 09/545,223, titled METHODS AND APPARATUS FOR ANALYZING AN IMAGE AND FOR CONTROLLING A SCANNER by J. Fian et al., the disclosure of which is herein incorporated by referenced. application Ser. No. 09/545,223 is also assigned to the assignee of the current invention. Briefly, in the exemplary embodiment, text portions 62 of original document 42 are identified and all other portions are treated initially as non-text portions, such as 64 and 66 .
- any 3D shadows included in digital image 70 may be initially identified as non-text portions until further processing by shadow lightening program 48 determines a boundary for those shadows.
- Orientation of text portions 62 may also be determined at 96 , and this orientation may be employed as is discussed below.
- text orientation information determined at 96 may be employed at 98 to determine whether original document 42 is a single page or two pages. If it is determined that original document 42 is a single page, lightening binding shadow 78 would typically not be performed as such a shadow would typically not be present. Additionally, text orientation information may be employed for use with optical character recognition (OCR) techniques.
- OCR optical character recognition
- perimeter shadow 72 may be lightened, using techniques that will be discussed with respect to FIGS. 8 and 9 .
- method 90 may then either process more images as determined at 104 , or end.
- an associated binding shadow may be lightened at 106 - 112 , such as is described further with respect to FIG. 10 .
- the “center” of binding shadow 78 may be determined. In this context, “center” means the location of the binding, which may not be the physical center of the shadow associated with it in the case of an asymmetric shadow.
- binding shadow 78 may be lightened using various approaches. For example, if such non-text portions are not present within that predetermined distance, such as non-text portion 64 , binding shadow 78 may be lightened at 110 . Alternatively, if such non-text portions are present within that predetermined distance, such as non-text portion 66 , binding shadow 78 may be lightened at 112 .
- a lightening function such as the lightening function used to lighten perimeter shadow 72 , may be employed to lighten binding shadow 78 . Typically, that lightening function would be weighted based on a relative distance from the determined binding location. This weighting, as will be discussed in more detail below, may produce a more uniform shadow lightening in processed image 56 .
- a “muted” lightening function may be applied to lighten binding shadow 78 .
- This “muted” function may also be weighted based on the relative distance from the determined binding location.
- “muted” means the lightening function will result in less shadow lightening than the function employed at 110 , for example.
- Such a function may be applied when non-text portions are within a predetermined distance from an established binding location so as not to inadvertently lighten, and make illegible, image content as opposed to 3D shadows.
- FIG. 7 illustrates a method 120 that may be employed to make a determination as to whether digital image 70 was created from a one or two page original document 42 .
- the presence of an image portion with the characteristics of binding shadow 78 may be determined at 122 .
- this image portion may then be compared with an earlier determined text orientation of text portions 62 to determine if the text orientation is normal to that image portion. This comparison may result in a conclusion that original document 42 is two pages, or may be inconclusive. If the determination is not conclusive, the image portion with the characteristics of binding shadow 78 may be further compared, at 128 , with perimeter shadow 72 , if such a perimeter shadow exists.
- the comparison may include comparing text orientation with perimeter shadow 72 to determine whether that orientation is normal to a portion of perimeter shadow 72 with which it is being compared.
- comparisons of the various portions of digital image 70 are made to determine whether characteristics similar to those depicted in FIG. 4 are present. This comparison may result in a determination as to whether original document 42 is two pages or some other type of document.
- the method depicted in FIG. 7 would typically not determine the exact page configuration of original document 42 if it is not two pages.
- the invention is, however, not limited in scope in this respect.
- FIG. 8 illustrates a method of lightening a perimeter shadow in accordance with the invention.
- a pixel luminosity list for digital image 70 may be created at 132 .
- Such a list may include luminosity values for the pixels that make up digital image 70 .
- Luminosity values may be measured using a normalized predetermined scale with black being quantified as “0” and white being quantified as “1”.
- an outer edge of perimeter shadow 72 may be set. This edge would typically be one of the edges of image crop boundary 88 .
- a linear analysis may then be performed on the pixel luminosity list created at 132 . Such a linear analysis, discussed in further detail below with respect to FIG.
- a determination may then be made as to whether an analysis from all edges of image crop boundary 88 has been performed at 138 . If additional edges remain to be analyzed, a next edge may be set at 134 , and the linear analysis described above may be repeated for each edge of perimeter shadow 72 .
- a pixel proximity analysis may be performed at 136 .
- Such an analysis may include a comparison of luminosity values for all neighboring pixels starting at image crop boundary 88 and moving inward toward the center of the digital image. Therefore, gradients may be established in at least eight directions for each pixel.
- a lightening function may be applied to the pixels contained between the two edges to lighten this shadow.
- Such lightening functions may vary, and will be discussed in more detail below.
- image crop boundary 88 may be parallel with rows 152 and 154 in the horizontal, and columns 156 and 158 in the vertical.
- a liner analysis may include comparing, for example, the luminosity of pixel 168 with the luminosity of pixels 162 and 172 . Gradient changes in luminosity values of such pixels may be evaluated, and an edge, such as perimeter shadow inner edge 178 may be located and established.
- pixel 162 may have a luminosity of “0”, while pixels 168 and 172 may have a luminosity of “1”.
- perimeter shadow inner edge 178 may indicate that the location of perimeter shadow inner edge 178 should be established between columns 156 and 158 , for the vertical edge.
- analysis along the entire outer edge would be typically be conducted, and an inner edge established based on a statistical analysis of determined gradient changes along, and normal to the outer edge.
- a proximity analysis may include comparing the luminosity of pixel 160 with the luminosity of pixels 172 - 176 .
- perimeter shadow inner edge 178 may be established between columns 156 and 158 in the vertical and rows 152 and 154 in the horizontal.
- FIG. 10 illustrates method 180 that may be employed to determine a binding location and lighten binding shadow 78 , as has been discussed above.
- an initial center of binding shadow 78 may be set. This initial center is typically established at a geometric center of digital image 70 .
- a pixel luminosity list may be created at 184 .
- a linear analysis normal to the initial center may be conducted, and if necessary a pixel proximity analysis, to determine the rate of fade of binding shadow 78 , and shadow curvature on both sides of the initial center line. Based on such linear and/or pixel proximity analysis, a location for the binding may be determined and edges for binding shadow 78 may be established.
- Binding shadow 78 may then be lightened at 188 by applying an appropriate lightening function, and weighting that function, as will now be described in further detail with respect to FIGS. 11-13 .
- FIGS. 11 and 12 depict graphs 190 and 200 illustrating two lightening functions that may be employed, with methods in accordance with the present embodiment of the invention, such as depicted in FIGS. 6 , 8 and 10 . It is noted that these lightening functions may be interchanged, or other functions may be employed.
- FIG. 11 is a graph 190 that illustrates output luminance 192 as a function of input luminance 194 . The function is represented by curve 196 , and may be employed for lightening perimeter shadow 72 and binding shadow 79 when non-text portions are not within a predetermined distance of a binding (such as non-text portion 66 in digital image 70 ).
- a luminance of “0” will be lightened to a luminance indicated by the y-intercept of graph 190 .
- the lightening function illustrated in graph 190 may be implemented as a look up table for converting input luminance 194 to output luminance 192 .
- FIG. 12 is a graph 200 that illustrates output luminance 202 as a function of input luminance 204 as represented by curve 206 .
- Such a function may be employed for lightening binding shadow 78 when non-text portions are within a predetermined distance of a volume binding in a corresponding digital image. Therefore, near the origin of graph 200 , a luminance of “0” will not be lightened.
- the lightening function depicted by curve 206 may lighten 3D shadows to a lesser degree than the function depicted by curve 196 . This may prevent inadvertent lightening of non-text image content near a volume binding.
- the lightening function illustrated in FIG. 12 may also be implemented as a look up table, as was discussed with respect to FIG. 11 .
- FIG. 13 is a graph 210 illustrating a weighting function that may be employed with embodiments of methods in accordance with the invention such as those depicted in FIGS. 6 and 10 .
- a lightening weight 212 or percentage, is shown as a function of relative distance from binding 214 , and is represented by curve 216 .
- Relative distances are typically employed, as various widths of binding shadows 78 may be present depending on the particular characteristics of scanned original document 42 , which makes using absolute distances impracticable.
- Line 218 indicates where the determined edge(s) of binding shadow 78 may fall along curve 216 . As can be seen, to the right of line 218 , some lightening may still occur, as weighting of the lightening function is greater than zero.
- Such lightening may be advantageous, as it may produce a “smooth” transition from binding shadow 78 to text portions 62 and non-text portions 64 of processed image 56 .
- a “smooth” transition may be achieved, as abrupt changes in pixel luminosity may be reduced.
Landscapes
- Engineering & Computer Science (AREA)
- Multimedia (AREA)
- Signal Processing (AREA)
- Image Processing (AREA)
- Apparatus For Radiation Diagnosis (AREA)
- Ultra Sonic Daignosis Equipment (AREA)
- Editing Of Facsimile Originals (AREA)
- Facsimile Image Signal Circuits (AREA)
- Image Analysis (AREA)
Priority Applications (5)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US09/956,500 US6839459B2 (en) | 2001-09-19 | 2001-09-19 | Method and apparatus for three-dimensional shadow lightening |
TW091108326A TW569153B (en) | 2001-09-19 | 2002-04-23 | Method and apparatus for three-dimensional shadow lightening |
EP02256171A EP1296284A3 (de) | 2001-09-19 | 2002-09-05 | Verfahren und Vorrichtung zur Verringerung von dunklen Artefakten in abgetasteten Bildern |
JP2002272672A JP2003152977A (ja) | 2001-09-19 | 2002-09-19 | 画像処理方法およびシステム |
US10/984,591 US7483564B2 (en) | 2001-09-19 | 2004-11-08 | Method and apparatus for three-dimensional shadow lightening |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
US09/956,500 US6839459B2 (en) | 2001-09-19 | 2001-09-19 | Method and apparatus for three-dimensional shadow lightening |
Related Child Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
US10/984,591 Continuation US7483564B2 (en) | 2001-09-19 | 2004-11-08 | Method and apparatus for three-dimensional shadow lightening |
Publications (2)
Publication Number | Publication Date |
---|---|
US20030053681A1 US20030053681A1 (en) | 2003-03-20 |
US6839459B2 true US6839459B2 (en) | 2005-01-04 |
Family
ID=25498301
Family Applications (2)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
US09/956,500 Expired - Fee Related US6839459B2 (en) | 2001-09-19 | 2001-09-19 | Method and apparatus for three-dimensional shadow lightening |
US10/984,591 Expired - Fee Related US7483564B2 (en) | 2001-09-19 | 2004-11-08 | Method and apparatus for three-dimensional shadow lightening |
Family Applications After (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
US10/984,591 Expired - Fee Related US7483564B2 (en) | 2001-09-19 | 2004-11-08 | Method and apparatus for three-dimensional shadow lightening |
Country Status (4)
Country | Link |
---|---|
US (2) | US6839459B2 (de) |
EP (1) | EP1296284A3 (de) |
JP (1) | JP2003152977A (de) |
TW (1) | TW569153B (de) |
Cited By (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20050093865A1 (en) * | 2001-09-19 | 2005-05-05 | Jia Charles C. | Method and apparatus for three-dimensional shadow lightening |
US20090086275A1 (en) * | 2007-09-28 | 2009-04-02 | Jian Liang | Processing a digital image of content |
US20090161171A1 (en) * | 2007-12-25 | 2009-06-25 | Brother Kogyo Kabushiki Kaisha | Image Processing Apparatus |
US20130094068A1 (en) * | 2008-08-21 | 2013-04-18 | Canon Kabushiki Kaisha | Image processing apparatus, method of imaging processing and storage medium |
Families Citing this family (31)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20070097451A1 (en) * | 2005-10-27 | 2007-05-03 | Kumar Marappan | Multiple document scanning |
JP4991411B2 (ja) | 2006-07-28 | 2012-08-01 | キヤノン株式会社 | 画像処理方法 |
US8290293B2 (en) * | 2006-10-17 | 2012-10-16 | Samsung Electronics Co., Ltd. | Image compensation in regions of low image contrast |
US8763038B2 (en) | 2009-01-26 | 2014-06-24 | Sony Corporation | Capture of stylized TV table data via OCR |
US8731297B1 (en) * | 2007-09-28 | 2014-05-20 | Amazon Technologies, Inc. | Processing a digital image of content to remove border artifacts |
US8838489B2 (en) | 2007-12-27 | 2014-09-16 | Amazon Technologies, Inc. | On-demand generating E-book content with advertising |
US8457432B2 (en) * | 2008-06-25 | 2013-06-04 | Microsoft Corporation | High information density of reduced-size images of web pages |
US8155425B1 (en) * | 2008-08-11 | 2012-04-10 | Microsystems Technology, Inc. | Automated check detection and image cropping |
CN101790103B (zh) * | 2009-01-22 | 2012-05-30 | 华为技术有限公司 | 一种视差计算方法及装置 |
EP2396963B1 (de) | 2009-02-13 | 2017-06-21 | OCE-Technologies B.V. | Bildverarbeitungssystem zur verarbeitung eines digitalen bilds und bildverarbeitungsverfahren zur verarbeitung eines digitalen bilds |
CN102196148B (zh) * | 2010-03-01 | 2014-08-27 | 佳能株式会社 | 图像处理方法、图像处理设备和图像扫描设备 |
US9760799B2 (en) * | 2010-03-10 | 2017-09-12 | Tandent Vision Science, Inc. | Pipeline for generating an intrinsic image |
US8412588B1 (en) | 2010-09-24 | 2013-04-02 | Amazon Technologies, Inc. | Systems and methods for fabricating products on demand |
US9898776B2 (en) | 2010-09-24 | 2018-02-20 | Amazon Technologies, Inc. | Providing services related to item delivery via 3D manufacturing on demand |
US9684919B2 (en) | 2010-09-24 | 2017-06-20 | Amazon Technologies, Inc. | Item delivery using 3D manufacturing on demand |
US9672550B2 (en) | 2010-09-24 | 2017-06-06 | Amazon Technologies, Inc. | Fulfillment of orders for items using 3D manufacturing on demand |
US9858604B2 (en) | 2010-09-24 | 2018-01-02 | Amazon Technologies, Inc. | Vendor interface for item delivery via 3D manufacturing on demand |
JP5744510B2 (ja) * | 2010-12-28 | 2015-07-08 | キヤノン株式会社 | 画像処理方法 |
US8903173B2 (en) * | 2011-12-21 | 2014-12-02 | Ncr Corporation | Automatic image processing for document de-skewing and cropping |
JP6021557B2 (ja) * | 2012-09-28 | 2016-11-09 | 株式会社Pfu | 画像処理装置、画像処理システム、画像処理方法、及び画像処理プログラム |
US9930218B2 (en) * | 2016-04-04 | 2018-03-27 | Adobe Systems Incorporated | Content aware improvement of captured document images |
US10310500B1 (en) | 2016-12-23 | 2019-06-04 | Amazon Technologies, Inc. | Automated access to secure facilities using autonomous vehicles |
US10310499B1 (en) | 2016-12-23 | 2019-06-04 | Amazon Technologies, Inc. | Distributed production of items from locally sourced materials using autonomous vehicles |
US10308430B1 (en) | 2016-12-23 | 2019-06-04 | Amazon Technologies, Inc. | Distribution and retrieval of inventory and materials using autonomous vehicles |
US10573106B1 (en) | 2017-03-22 | 2020-02-25 | Amazon Technologies, Inc. | Personal intermediary access device |
US10147249B1 (en) | 2017-03-22 | 2018-12-04 | Amazon Technologies, Inc. | Personal intermediary communication device |
US10896012B2 (en) | 2018-03-13 | 2021-01-19 | Canon Kabushiki Kaisha | Image processing apparatus, image processing method, and storage medium |
JP7094733B2 (ja) * | 2018-03-13 | 2022-07-04 | キヤノン株式会社 | 画像処理装置、プログラム、画像処理方法 |
US11392130B1 (en) | 2018-12-12 | 2022-07-19 | Amazon Technologies, Inc. | Selecting delivery modes and delivery areas using autonomous ground vehicles |
US11260970B2 (en) | 2019-09-26 | 2022-03-01 | Amazon Technologies, Inc. | Autonomous home security devices |
US10796562B1 (en) | 2019-09-26 | 2020-10-06 | Amazon Technologies, Inc. | Autonomous home security devices |
Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5901253A (en) | 1996-04-04 | 1999-05-04 | Hewlett-Packard Company | Image processing system with image cropping and skew correction |
US6246788B1 (en) * | 1997-05-30 | 2001-06-12 | Isoa, Inc. | System and method of optically inspecting manufactured devices |
US6603580B1 (en) * | 1999-12-10 | 2003-08-05 | Xerox Corporation | Scanner having a variable object plane |
Family Cites Families (12)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US4737921A (en) * | 1985-06-03 | 1988-04-12 | Dynamic Digital Displays, Inc. | Three dimensional medical image display system |
JPH04240839A (ja) | 1991-01-25 | 1992-08-28 | Canon Inc | 画像処理装置 |
US5341224A (en) * | 1992-04-17 | 1994-08-23 | Xerox Corporation | Image processing system and method for employing adaptive scanning of halftones to provide better printable images |
JP3786213B2 (ja) | 1993-03-24 | 2006-06-14 | 株式会社東芝 | 画像形成装置 |
JPH08242358A (ja) * | 1995-03-06 | 1996-09-17 | Toshiba Corp | 画像処理装置 |
JPH10224615A (ja) * | 1996-12-04 | 1998-08-21 | Minolta Co Ltd | 画像読取装置 |
US6285780B1 (en) * | 1997-03-28 | 2001-09-04 | Oki Electric Industry Co., Ltd. | Apparatus for identifying individual animals and image processing method |
DE19853632B4 (de) * | 1997-11-20 | 2006-10-26 | Ricoh Co., Ltd. | Bildverarbeitungsvorrichtung |
US6310984B2 (en) * | 1998-04-09 | 2001-10-30 | Hewlett-Packard Company | Image processing system with image cropping and skew correction |
JP2000261653A (ja) | 1999-03-09 | 2000-09-22 | Hitachi Ltd | 画像処理装置 |
US6757081B1 (en) * | 2000-04-07 | 2004-06-29 | Hewlett-Packard Development Company, L.P. | Methods and apparatus for analyzing and image and for controlling a scanner |
US6839459B2 (en) | 2001-09-19 | 2005-01-04 | Hewlett-Packard Development Company, L.P. | Method and apparatus for three-dimensional shadow lightening |
-
2001
- 2001-09-19 US US09/956,500 patent/US6839459B2/en not_active Expired - Fee Related
-
2002
- 2002-04-23 TW TW091108326A patent/TW569153B/zh not_active IP Right Cessation
- 2002-09-05 EP EP02256171A patent/EP1296284A3/de not_active Withdrawn
- 2002-09-19 JP JP2002272672A patent/JP2003152977A/ja active Pending
-
2004
- 2004-11-08 US US10/984,591 patent/US7483564B2/en not_active Expired - Fee Related
Patent Citations (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US5901253A (en) | 1996-04-04 | 1999-05-04 | Hewlett-Packard Company | Image processing system with image cropping and skew correction |
US6246788B1 (en) * | 1997-05-30 | 2001-06-12 | Isoa, Inc. | System and method of optically inspecting manufactured devices |
US6603580B1 (en) * | 1999-12-10 | 2003-08-05 | Xerox Corporation | Scanner having a variable object plane |
Cited By (7)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US20050093865A1 (en) * | 2001-09-19 | 2005-05-05 | Jia Charles C. | Method and apparatus for three-dimensional shadow lightening |
US7483564B2 (en) | 2001-09-19 | 2009-01-27 | Hewlett-Packard Development Company, L.P. | Method and apparatus for three-dimensional shadow lightening |
US20090086275A1 (en) * | 2007-09-28 | 2009-04-02 | Jian Liang | Processing a digital image of content |
US20090161171A1 (en) * | 2007-12-25 | 2009-06-25 | Brother Kogyo Kabushiki Kaisha | Image Processing Apparatus |
US8681385B2 (en) * | 2007-12-25 | 2014-03-25 | Brother Kogyo Kabushiki Kaisha | Image processing apparatus |
US20130094068A1 (en) * | 2008-08-21 | 2013-04-18 | Canon Kabushiki Kaisha | Image processing apparatus, method of imaging processing and storage medium |
US8730535B2 (en) * | 2008-08-21 | 2014-05-20 | Canon Kabushiki Kaisha | Image processing apparatus, method of imaging processing and storage medium |
Also Published As
Publication number | Publication date |
---|---|
US7483564B2 (en) | 2009-01-27 |
JP2003152977A (ja) | 2003-05-23 |
US20050093865A1 (en) | 2005-05-05 |
US20030053681A1 (en) | 2003-03-20 |
TW569153B (en) | 2004-01-01 |
EP1296284A2 (de) | 2003-03-26 |
EP1296284A3 (de) | 2005-01-19 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
US6839459B2 (en) | Method and apparatus for three-dimensional shadow lightening | |
JP4963809B2 (ja) | 走査中のアウトライア検出 | |
US6567628B1 (en) | Methods and apparatus to determine page orientation for post imaging finishing | |
US8203748B2 (en) | Image processing apparatus, control method therefor, and program | |
US9179035B2 (en) | Method of editing static digital combined images comprising images of multiple objects | |
US8224131B2 (en) | Image processing apparatus and image processing method | |
JP3050007B2 (ja) | 画像読取装置およびこれを備えた画像形成装置 | |
US6798905B1 (en) | Document orientation recognizing device which recognizes orientation of document image | |
US7437002B2 (en) | Image recognition system utilizing an edge image and a binary image | |
US8326078B2 (en) | System and method for removing artifacts from a digitized document | |
CN110536040B (zh) | 进行多裁剪处理的图像处理装置、生成图像的方法和介质 | |
US11341733B2 (en) | Method and system for training and using a neural network for image-processing | |
US6331860B1 (en) | Method and apparatus for stitching scanned image segments together to form an oversized document | |
US11907651B2 (en) | Information processing apparatus, information processing method, and storage medium | |
US20050226503A1 (en) | Scanned image content analysis | |
US20050207675A1 (en) | Image processing apparatus | |
US8126193B2 (en) | Image forming apparatus and method of image forming | |
US11363166B2 (en) | Duplex scanning content alignment | |
US20060204141A1 (en) | Method and system of converting film images to digital format for viewing | |
US20110069335A1 (en) | Image processing apparatus and method | |
US20200242773A1 (en) | Image processing apparatus and non-transitory computer readable medium | |
US11032439B2 (en) | Image processing apparatus | |
US20060239454A1 (en) | Image forming method and an apparatus capable of adjusting brightness of text information and image information of printing data | |
JPH1198326A (ja) | 画像処理装置及び画像処理方法及びコンピュータ可読メモリ |
Legal Events
Date | Code | Title | Description |
---|---|---|---|
AS | Assignment |
Owner name: HEWLETT-PACKARD COMPANY, COLORADO Free format text: ASSIGNMENT OF ASSIGNORS INTEREST;ASSIGNOR:JIA, CHARLES CHI;REEL/FRAME:012196/0102 Effective date: 20010914 |
|
AS | Assignment |
Owner name: HEWLETT-PACKARD DEVELOPMENT COMPANY L.P., TEXAS Free format text: ASSIGNMENT OF ASSIGNORS INTEREST;ASSIGNOR:HEWLETT-PACKARD COMPANY;REEL/FRAME:014061/0492 Effective date: 20030926 Owner name: HEWLETT-PACKARD DEVELOPMENT COMPANY L.P.,TEXAS Free format text: ASSIGNMENT OF ASSIGNORS INTEREST;ASSIGNOR:HEWLETT-PACKARD COMPANY;REEL/FRAME:014061/0492 Effective date: 20030926 |
|
FPAY | Fee payment |
Year of fee payment: 4 |
|
REMI | Maintenance fee reminder mailed | ||
REMI | Maintenance fee reminder mailed | ||
LAPS | Lapse for failure to pay maintenance fees | ||
STCH | Information on status: patent discontinuation |
Free format text: PATENT EXPIRED DUE TO NONPAYMENT OF MAINTENANCE FEES UNDER 37 CFR 1.362 |
|
FP | Expired due to failure to pay maintenance fee |
Effective date: 20130104 |